Tag: two minute papers

Adversarial Attacks on Neural Networks – Bug or Feature?

Adversarial Attacks on Neural Networks – Bug or Feature?

Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. This will be a little non-traditional video where the first half of the episode will be about a paper, and the second part will be about…something else. Also a paper. Well, kind of. You’ll see. We’ve seen in the previous years that neural network-based …

Distilling Neural Networks | Two Minute Papers #218

Distilling Neural Networks | Two Minute Papers #218

Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. Since the latest explosion in AI research, virtually no field of science remains untouched by neural networks. These are amazing tools that help us solve problems where the solutions are easy to identify, but difficult to explain. For instance, we all know a backflip …

Real-Time Character Control With Phase-Functioned Neural Networks | Two Minute Papers #154

Real-Time Character Control With Phase-Functioned Neural Networks | Two Minute Papers #154

Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. In this piece of work, we seek to control digital characters in real-time. It happens the following way: we specify a target trajectory, and the algorithm has to synthesize a series of motions that follows that path. To make these motions as realistic as …

Pruning Makes Faster and Smaller Neural Networks | Two Minute Papers #229

Pruning Makes Faster and Smaller Neural Networks | Two Minute Papers #229

Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. When we are talking about deep learning, we are talking about neural networks that have tens, sometimes hundreds of layers, and hundreds of neurons within these layers. This is an enormous number of parameters to train, and clearly, there should be some redundancy, some …

How Do Neural Networks See The World? | Two Minute Papers #100

How Do Neural Networks See The World? | Two Minute Papers #100

Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. Today we are here to answer one question: how to visualize individual neurons in a neural network? These networks are capable of amazing things: they can learn the laws of fluid dynamics, describe in a full sentence what is seen on an image, beat …

How Do Neural Networks Memorize Text?

How Do Neural Networks Memorize Text?

Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. This is an article from the Distill journal, so expect a lot of intuitive and beautiful visualizations. And it is about recurrent neural networks. These are neural network variants that are specialized to be able to deal with sequences of data. For instance, processing …

One Pixel Attack Defeats Neural Networks | Two Minute Papers #240

One Pixel Attack Defeats Neural Networks | Two Minute Papers #240

Dear Fellow Scholars, this is Two Minute Paperswith Károly Zsolnai-Fehér. We had many episodes about new wondrous AI-relatedalgorithms, but today, we are going to talk about an AI safety which is an increasinglyimportant field of AI research. Deep neural networks are excellent classifiers,which means that after we train them on a large amount of data, …

These Neural Networks Empower Digital Artists

These Neural Networks Empower Digital Artists

Dear Fellow Scholars, this is Two Minute Paperswith Károly Zsolnai-Fehér. In this series, we have seen many times howgood neural network-based solutions are at image classification. This means that the network looks at an imageand successfully identifies its contents. However, neural network-based solutions arealso capable of empowering art projects by generating new, interesting images. This …